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The article explains how NVIDIA ALCHEMI Toolkit uses PyTorch-native building blocks to construct GPU-accelerated materials simulation workflows with AI coding agents, detailing an end-to-end process and providing practical guidance validated on NVIDIA H200 GPUs.